{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import re\n",
    "\n",
    "def contract_name(name, threshold=20):\n",
    "    if len(name) > threshold:\n",
    "        return re.sub('[^A-Z_]', '', name)\n",
    "    else:\n",
    "        return name"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# KV Caching"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x300 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "dataset = pd.read_csv('caching.csv')\n",
    "# bench_items = dataset['bench'].unique()\n",
    "bench_items = ['Baseline', 'CacheDecompressed', 'CacheCompressed']\n",
    "devices = dataset['device_name'].unique()\n",
    "\n",
    "fig, axs = plt.subplots(1, len(devices), figsize=(10, 3))\n",
    "\n",
    "for idx, device in enumerate(devices):\n",
    "    ax = axs[idx]\n",
    "    devds = dataset[dataset['device_name'] == device]\n",
    "\n",
    "    # set figure size\n",
    "    ax.set_xscale('log')\n",
    "    ax.set_yscale('log')\n",
    "    for bench in bench_items:\n",
    "        if bench == 'Baseline':\n",
    "            continue\n",
    "        ds = devds[devds['bench'] == bench]\n",
    "        ax.plot(ds['kv_len'], ds['mean'] * 1000, label=contract_name(bench), marker='o', markersize=5, markeredgewidth=1)\n",
    "    ax.set_xlabel('Sequence Length')\n",
    "    if idx == 0:\n",
    "        ax.set_ylabel('Time Per Layer / ms')\n",
    "    ax.set_title(f'{device}, B=1')\n",
    "    ax.legend()\n",
    "\n",
    "# plt.tight_layout(pad=0.1)\n",
    "plt.savefig('caching-B1.png', bbox_inches='tight')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x300 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "dataset = pd.read_csv('caching-32.csv')\n",
    "# bench_items = dataset['bench'].unique()\n",
    "bench_items = ['Baseline', 'CacheDecompressed', 'CacheCompressed']\n",
    "devices = dataset['device_name'].unique()\n",
    "\n",
    "fig, axs = plt.subplots(1, len(devices), figsize=(10, 3))\n",
    "\n",
    "for idx, device in enumerate(devices):\n",
    "    ax = axs[idx]\n",
    "    devds = dataset[dataset['device_name'] == device]\n",
    "\n",
    "    # set figure size\n",
    "    ax.set_xscale('log')\n",
    "    ax.set_yscale('log')\n",
    "    for bench in bench_items:\n",
    "        if bench == 'Baseline':\n",
    "            continue\n",
    "        ds = devds[devds['bench'] == bench]\n",
    "        ax.plot(ds['kv_len'], ds['mean'] * 1000, label=contract_name(bench), marker='o', markersize=5, markeredgewidth=1)\n",
    "    ax.set_xlabel('Sequence Length')\n",
    "    if idx == 0:\n",
    "        ax.set_ylabel('Time Per Layer / ms')\n",
    "    ax.set_title(f'{device}, B=32')\n",
    "    ax.legend()\n",
    "\n",
    "plt.savefig('caching-B32.png', bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Projection Absorption"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x300 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "dataset = pd.read_csv('absorption.csv')\n",
    "bench_items = dataset['bench'].unique()\n",
    "devices = dataset['device_name'].unique()\n",
    "\n",
    "fig, axs = plt.subplots(1, len(devices), figsize=(10, 3))\n",
    "\n",
    "for idx, device in enumerate(devices):\n",
    "    ax = axs[idx]\n",
    "    devds = dataset[dataset['device_name'] == device]\n",
    "\n",
    "    # set figure size\n",
    "    ax.set_xscale('log')\n",
    "    ax.set_yscale('log')\n",
    "    for bench in bench_items:\n",
    "        if bench == 'Absorbed':\n",
    "            continue\n",
    "        ds = devds[devds['bench'] == bench]\n",
    "        ax.plot(ds['kv_len'], ds['mean'] * 1000, label=contract_name(bench, 0), marker='o', markersize=5, markeredgewidth=1)\n",
    "    ax.set_xlabel('Sequence Length')\n",
    "    if idx == 0:\n",
    "        ax.set_ylabel('Time Per Layer / ms')\n",
    "    ax.set_title(f'{device}, B=1')\n",
    "    ax.legend()\n",
    "\n",
    "# plt.tight_layout(pad=0.1)\n",
    "plt.savefig('absorption-B1.png', bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x300 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "dataset = pd.read_csv('absorption-32.csv')\n",
    "bench_items = dataset['bench'].unique()\n",
    "devices = dataset['device_name'].unique()\n",
    "\n",
    "fig, axs = plt.subplots(1, len(devices), figsize=(10, 3))\n",
    "\n",
    "for idx, device in enumerate(devices):\n",
    "    ax = axs[idx]\n",
    "    devds = dataset[dataset['device_name'] == device]\n",
    "\n",
    "    # set figure size\n",
    "    ax.set_xscale('log')\n",
    "    ax.set_yscale('log')\n",
    "    for bench in bench_items:\n",
    "        if bench == 'Absorbed':\n",
    "            continue\n",
    "        ds = devds[devds['bench'] == bench]\n",
    "        ax.plot(ds['kv_len'], ds['mean'] * 1000, label=contract_name(bench, 0), marker='o', markersize=5, markeredgewidth=1)\n",
    "    ax.set_xlabel('Sequence Length')\n",
    "    if idx == 0:\n",
    "        ax.set_ylabel('Time Per Layer / ms')\n",
    "    ax.set_title(f'{device}, B=32')\n",
    "    ax.legend()\n",
    "\n",
    "# plt.tight_layout(pad=0.1)\n",
    "plt.savefig('absorption-B32.png', bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Projection Materialization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x300 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "dataset = pd.read_csv('am.csv')\n",
    "bench_items = dataset['bench'].unique()\n",
    "devices = dataset['device_name'].unique()\n",
    "\n",
    "fig, axs = plt.subplots(1, len(devices), figsize=(10, 3))\n",
    "\n",
    "for idx, device in enumerate(devices):\n",
    "    ax = axs[idx]\n",
    "    devds = dataset[dataset['device_name'] == device]\n",
    "\n",
    "    # set figure size\n",
    "    ax.set_xscale('log')\n",
    "    ax.set_yscale('log')\n",
    "    for bench in bench_items:\n",
    "        ds = devds[devds['bench'] == bench]\n",
    "        ax.plot(ds['kv_len'], ds['mean'] * 1000, label=contract_name(bench, 0), marker='o', markersize=5, markeredgewidth=1)\n",
    "    ax.set_xlabel('Sequence Length')\n",
    "    if idx == 0:\n",
    "        ax.set_ylabel('Time Per Layer / ms')\n",
    "    ax.set_title(f'{device}, B=1')\n",
    "    ax.legend()\n",
    "\n",
    "# plt.tight_layout(pad=0.1)\n",
    "plt.savefig('am-B1.png', bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x300 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "dataset = pd.read_csv('am-32.csv')\n",
    "bench_items = dataset['bench'].unique()\n",
    "devices = dataset['device_name'].unique()\n",
    "\n",
    "fig, axs = plt.subplots(1, len(devices), figsize=(10, 3))\n",
    "\n",
    "for idx, device in enumerate(devices):\n",
    "    ax = axs[idx]\n",
    "    devds = dataset[dataset['device_name'] == device]\n",
    "\n",
    "    # set figure size\n",
    "    ax.set_xscale('log')\n",
    "    ax.set_yscale('log')\n",
    "    for bench in bench_items:\n",
    "        ds = devds[devds['bench'] == bench]\n",
    "        ax.plot(ds['kv_len'], ds['mean'] * 1000, label=contract_name(bench, 0), marker='o', markersize=5, markeredgewidth=1)\n",
    "    ax.set_xlabel('Sequence Length')\n",
    "    if idx == 0:\n",
    "        ax.set_ylabel('Time Per Layer / ms')\n",
    "    ax.set_title(f'{device}, B=32')\n",
    "    ax.legend()\n",
    "\n",
    "# plt.tight_layout(pad=0.1)\n",
    "plt.savefig('am-B32.png', bbox_inches='tight')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "base",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
